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Learning non-equilibrium diffusions with Schrödinger bridges: from exactly solvable to simulation-free
Stephen Y. Zhang, Michael P H Stumpf
We consider the Schrödinger bridge problem which, given ensemble measurements of the initial and final configurations of a stochastic dynamical system and some prior knowledge on t…
cs.LG2025
Inferring stochastic dynamics with growth from cross-sectional data
Stephen Zhang, Suryanarayana Maddu, Xiaojie Qiu +1
Time-resolved single-cell omics data offers high-throughput, genome-wide measurements of cellular states, which are instrumental to reverse-engineer the processes underpinning cell…